Writing

Forecasts and working papers

Research on AI, markets and measurement. Each piece states in advance what would prove it wrong: calibrated probabilities, pre-registered hypotheses, or an explicit list of what the method cannot see.

Jun 2026

The Chokepoint Decade

Forecasting the collision of AI and modern mercantilism, 2026 to 2036

AI and mercantilism as one competition for five scarce inputs: capital, energy, critical minerals, semiconductors and skilled labor. 24 binary forecasts with objective resolution criteria, calibrated from 0.40 to 0.88.

Bridgewater Associates × Global Citizen, Forecasting the Future Challenge

2026

Measuring Buyer Intent from Costly Public Signals

Working paper

Weights every public buyer action by what it cost the actor to produce. Intent in log-odds with Good's weight of evidence, a hazard model so silence counts, and an explicit contract for what the instrument cannot see.

Working paper

Jul 2026

Predicting Fan Engagement Under Sparse Signals

A pre-registered cold-start design for the 2026 FIFA World Cup

Extends latent-attrition models into the cold-start case with a graph-structured prior. Seven falsifiable hypotheses registered before any data was fit.

Working paper and reproducible pipeline

Jul 2025

Forecasting the AI HealthTech Decade

Power, policy and wellbeing, 2025 to 2035

Health data and clinical AI as sovereign infrastructure. 20 calibrated forecasts and a macro feedback model tested against five country cases.

Independent research paper

Abstract

The ROI of Superfans

Lifetime fan value from social graphs and engagement heatmaps

1.2 million fan profiles and 150 million touchpoints, graph embeddings and survival regression, 88.4% out-of-sample accuracy against an RFM baseline.

MIT Sloan Sports Analytics Conference, past first-round review

Published on my products

Research reports, posts, guides and a founder letter I wrote for Searchalong and Keystone. Each opens on the product's own site.

Bring me the problem worth building.

A product idea, a team that needs an extra builder, or a business that wants its busywork automated. Tell me the problem and I will tell you honestly whether I can help.

LinkedIn Resume
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